BreakHis

Benchmarks

Task Name	Dataset Name	SOTA Result
Medical Image Classification	BreaKHis	Acc85.97	21
Medical Image Classification	BreaKHis downsampling eighth x8↓	Accuracy77.93	17
Medical Image Classification	BreaKHis downsampling quarter (x4↓)	Accuracy86.81	17
Medical Image Classification	BreaKHis downsampling half (x2↓)	Accuracy89.63	17
Medical Image Classification	BreaKHis high-resolution	Accuracy89.52	17
Breast cancer tumor subtyping	BreakHis RoI (test)	AUPRC96.96	15
Image Classification	BreakHis 8C	Accuracy94.15	14
Image Classification	BreakHis Binary	Accuracy93	14
Image Classification	BreakHis	Accuracy96.43	14
Breast Cancer Classification	BreakHis 400X	Sensitivity84.88	11
Breast Cancer Classification	BreakHis 200X	Sensitivity95.32	11
Breast Cancer Classification	BreakHis 100X	Sensitivity95.32	11
Breast Cancer Classification	BreakHis 40X	Sensitivity91.24	11
Two-Class Classification	BreakHis 400x magnification (test)	AUC-ROC0.8945	11
Two-Class Classification	BreakHis 200x magnification (test)	AUC-ROC95.28	11
Two-Class Classification	BreakHis 100x magnification (test)	AUC-ROC96.41	11
Two-Class Classification	BreakHis 40x magnification (test)	AUC-ROC93.87	11
Super-resolution	BreaKHis Scenario 1, x2	PSNR42.93	10
Missingness Bias Reduction	BreakHis	KL Divergence1.54	7
Image Classification	BreakHis 6 (test)	Precision0.9501	6
Super-resolution	BreaKHis Scenario 2 x8	PSNR30.64	5
Super-resolution	BreaKHis Scenario 2 x4	PSNR36.79	5
Super-resolution	BreaKHis Scenario 2, x2	PSNR42.3	5
Super-resolution	BreaKHis Scenario 1 x8	PSNR30.02	5
Super-resolution	BreaKHis Scenario 1 x4	PSNR35.15	5

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